# MICROBIO 626: Microbial and Cellular Metabolomics | UW–Madison

[View on UW Courses](https://uwcourses.com/courses/MICROBIO_626)

## Dataset

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

### repository

twangodev/uwcourses

### schema version

6

### importer version

7

### projection id

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### observed at

2026-09-07T15:55:43.033547+00:00

### built at

2026-09-10T23:19:01.870283+00:00

### courses

8951

### current instructors

5754

### limited

false

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### term

1272

### departments

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| ILS       | 43    |
| INFOSYS   | 9     |
| INTEGART  | 7     |
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| INTER-AG  | 18    |
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| NEURSURG  | 4     |
| NTP       | 11    |
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| NUTRSCI   | 65    |
| OBS\&GYN  | 18    |
| OCCTHER   | 39    |
| ONCOLOGY  | 14    |
| OPHTHALM  | 5     |
| OTM       | 43    |
| PATH      | 34    |
| PATH-BIO  | 29    |
| PEDIAT    | 26    |
| PHARMACY  | 31    |
| PHILOS    | 77    |
| PHMCOL-M  | 11    |
| PHMPRAC   | 45    |
| PHMSCI    | 60    |
| PHYASST   | 37    |
| PHYSICS   | 88    |
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| PHYTHER   | 37    |
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| PLPATH    | 35    |
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| PORTUG    | 33    |
| PSYCH     | 101   |
| PSYCHIAT  | 22    |
| PUBAFFR   | 54    |
| PUBLHLTH  | 23    |
| RADIOL    | 11    |
| REALEST   | 41    |
| RELIGST   | 90    |
| RHABMED   | 9     |
| RMI       | 24    |
| RP\&SE    | 102   |
| S\&APHM   | 17    |
| SCANDST   | 73    |
| SLAVIC    | 89    |
| SOC       | 149   |
| SOCWORK   | 87    |
| SOILSCI   | 46    |
| SPANISH   | 83    |
| SRMED     | 21    |
| STAT      | 94    |
| STDYABRD  | 52    |
| STS       | 8     |
| SURGERY   | 25    |
| SURGSCI   | 33    |
| THEATRE   | 91    |
| URBRPL    | 60    |
| UROLOGY   | 5     |
| ZOOLOGY   | 89    |

## course

### run id

20260907T155543-ce3781c4

### semester

1272

### observed at

2026-09-07 15:55:43.033547+00:00

### record version id

e27a0fda16b19d7b02a97685d06d7113b160c1397f5e1a6bb9c18de2a70d8965

### course id

MICROBIO 626

### course uid

course\_b185dfc471fb723976d2ea1a

### catalog version id

b87df75f8613f8bc0923f3397406bc32ed2be955b853f3c184d245cd2d194fe3

### course number

626

### subjects

* MICROBIO

### title

MICROBIAL AND CELLULAR METABOLOMICS

### description

Provides an in-depth exploration of the use of mass spectrometry-based metabolomic approaches for the quantitative investigation of microbial and mammalian cellular metabolic processes. Using recent examples from primary literature, highlights the application of metabolomics, lipidomics, and metabolic flux analysis to diverse areas, including rational engineering of metabolic pathways, microbial biofuel production, discovery and characterization of new biochemical pathways, metabolic interactions within microbial communities, biochemical capabilities of the human gut microbiome, and mammalian cell metabolism.

### requirements text

(BIOLOGY/​ZOOLOGY  101,BOTANY/​BIOLOGY/​ZOOLOGY  151,BIOCORE 383, orBOTANY/​BIOLOGY  130), (CHEM 341or343), and (BIOCHEM 301,501, or507), or graduate/professional standing

### credits min

3

### credits max

3

### credit offering ids

* 1272:192:026488

### llm job id

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### llm output id

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### llm model

nvidia/Qwen3.6-35B-A3B-NVFP4

### llm model revision

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### llm task version

14

### llm search status

valid

### llm summary

Explores mass spectrometry-based metabolomic approaches for investigating microbial and mammalian cellular metabolic processes.

### llm topics

* Metabolic pathway engineering and biofuel production
* Microbial community interactions and gut microbiome capabilities

### llm skills

* Mass spectrometry-based metabolomic analysis
* Application of metabolomics and lipidomics to biological systems

### llm assumed background

* Foundational biochemistry and metabolism
* General biology and cell biology

### llm search phrases

* metabolomics course
* mass spectrometry biology
* microbial metabolism engineering
* lipidomics course
* metabolic flux analysis

### llm requirements status

valid

### llm student summary status

valid

### llm experience status

insufficient\_evidence

### catalog variants

None recorded.

### student summary

#### context hash

9cd76e3ddbd20babb54f4d124de36e007b2daddcf25cfa4f6c6bd279bc3daa58

#### course id

MICROBIO 626

#### current instructors

```json
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    "message": "No course-specific reviews available",
    "name": "Daniel Amador-Noguez",
    "review_status": "no_course_reviews",
    "rmp_instructor_id": "rmp:2204141",
    "summary": [
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        "text": "Recent recorded grades — Fall 2023: 3.94 GPA, 100.0% A/AB (n=16 letter grades); Fall 2024: 3.88 GPA, 95.0% A/AB (n=20 letter grades); Fall 2025: 3.87 GPA, 96.8% A/AB (n=31 letter grades)."
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```

#### difficulty workload

None recorded.

#### errors

None recorded.

#### historical context

None recorded.

#### message

No course-specific reviews available

#### offered

true

#### profile hash

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#### quick take

Recent recorded grades — Fall 2023: 3.94 GPA, 100.0% A/AB (n=16 letter grades); Fall 2024: 3.88 GPA, 95.0% A/AB (n=20 letter grades); Fall 2025: 3.87 GPA, 96.8% A/AB (n=31 letter grades).

```json
{
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```

#### student experience

None recorded.

#### task hash

74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68

#### teaching history

DANIEL AMADOR-NOGUEZ is recorded teaching in Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.

```json
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```

#### term id

1272

#### term name

2026 Fall

#### version

2

### requirements

#### nodes

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```

#### notes

None recorded.

#### root

root

#### status

parsed

### instructors

```json
[
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    "instructor_uid": "instructor_d85b25d522cda028ebbb10aa",
    "source": "enrollment",
    "source_instructor_id": "amadornoguez",
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    "name": "Daniel Amador-Noguez",
    "email": "AMADORNOGUEZ@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
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]
```

### offerings

```json
[
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    "source_subject_id": "192",
    "title": "Microbial and Cellular Metabolomics",
    "credits_min": 3,
    "credits_max": 3,
    "typically_offered": "Not Applicable"
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]
```

### sections

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "section_uid": "uw-section:1272:27811",
    "term_id": "1272",
    "source_section_id": "27811",
    "identity_basis": "class_number",
    "section_number": "001",
    "section_type": "LEC",
    "instruction_mode": "Classroom Instruction",
    "capacity": 40,
    "enrolled": 17,
    "waitlisted": 0,
    "start_date": "2026-09-02 05:00:00+00:00",
    "end_date": "2026-12-09 06:00:00+00:00"
  }
]
```

### grade instructors

```json
[
  {
    "instructor_uid": "instructor_b28047769138316289eba782",
    "source": "madgrades",
    "source_instructor_id": "5273660",
    "identity_basis": "source_id",
    "identity_status": "source_identified",
    "name": "DANIEL AMADOR-NOGUEZ",
    "email": null,
    "first_observed_at": "2026-09-06 23:14:58.172943+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 5,
      "quality": 4.8,
      "difficulty": 3.8,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2204141",
      "source_url": "https://www.ratemyprofessors.com/professor/2204141",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:46:19.690172+00:00",
      "courses": {},
      "bayesian_quality": 3.8877486268372765,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "grade_statistics": {
      "gpa": 3.441,
      "graded": 621,
      "counts": [
        327,
        94,
        98,
        38,
        47,
        17,
        0
      ],
      "sections": 66
    },
    "instructor_url": "/instructors/DANIEL_AMADOR-NOGUEZ--instructor_b28047769138316289eba782"
  },
  {
    "instructor_uid": "instructor_d85b25d522cda028ebbb10aa",
    "source": "enrollment",
    "source_instructor_id": "amadornoguez",
    "identity_basis": "netid",
    "identity_status": "source_identified",
    "name": "Daniel Amador-Noguez",
    "email": "AMADORNOGUEZ@WISC.EDU",
    "first_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "last_observed_at": "2026-09-07 15:55:43.033547+00:00",
    "ratings": {
      "review_count": 5,
      "quality": 4.8,
      "difficulty": 3.8,
      "quality_count": 5,
      "difficulty_count": 5,
      "profile_id": "rmp:2204141",
      "source_url": "https://www.ratemyprofessors.com/professor/2204141",
      "match_basis": "exact_name",
      "observed_at": "2026-09-07 16:46:19.690172+00:00",
      "courses": {},
      "bayesian_quality": 3.8877486268372765,
      "prior_mean": 3.6596857835465957,
      "prior_weight": 20
    },
    "instructor_url": "/instructors/DANIEL_AMADOR-NOGUEZ"
  }
]
```

### grades

```json
[
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MICROBIO 626",
    "course_uid": "course_b185dfc471fb723976d2ea1a",
    "term_id": "1242",
    "term_name": "Fall 2023",
    "instructors": [
      "Daniel Amador-Noguez"
    ],
    "a": 14,
    "ab": 2,
    "b": 0,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 16,
    "source_aliases": [
      "MICROBIO 626"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MICROBIO 626",
    "course_uid": "course_b185dfc471fb723976d2ea1a",
    "term_id": "1252",
    "term_name": "Fall 2024",
    "instructors": [
      "Daniel Amador-Noguez"
    ],
    "a": 16,
    "ab": 3,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 1,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 21,
    "source_aliases": [
      "MICROBIO 626"
    ]
  },
  {
    "run_id": "20260907T155543-ce3781c4",
    "semester": "1272",
    "observed_at": "2026-09-07 15:55:43.033547+00:00",
    "course_id": "MICROBIO 626",
    "course_uid": "course_b185dfc471fb723976d2ea1a",
    "term_id": "1262",
    "term_name": "Fall 2025",
    "instructors": [
      "Daniel Amador-Noguez"
    ],
    "a": 24,
    "ab": 6,
    "b": 1,
    "bc": 0,
    "c": 0,
    "d": 0,
    "f": 0,
    "satisfactory": 0,
    "unsatisfactory": 0,
    "credit": 0,
    "no_credit": 0,
    "passed": 0,
    "incomplete": 0,
    "no_work": 0,
    "not_reported": 0,
    "other": 0,
    "total": 31,
    "source_aliases": [
      "MICROBIO 626"
    ]
  }
]
```

### statistics

#### gpa

3.888

#### graded

67

#### counts

* 54
* 11
* 2
* 0
* 0
* 0
* 0

### grade conflicts

None recorded.

### evidence

#### history

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_b185dfc471fb723976d2ea1a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b185dfc471fb723976d2ea1a-0.json)

#### traces

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_b185dfc471fb723976d2ea1a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b185dfc471fb723976d2ea1a-0.json)

#### meetings

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course\_b185dfc471fb723976d2ea1a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b185dfc471fb723976d2ea1a-0.json)

#### results

* [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_b185dfc471fb723976d2ea1a-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b185dfc471fb723976d2ea1a-0.json)

### revision

e243353dcb7d79b7247ced91d69443ef4c2a6349

## context

### all

#### term



#### gpa

3.888059701492537

#### count

67

#### university

##### size

2460

##### gpa Percentile

71

##### count Percentile

35

##### median Count

94

##### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 0     | false   |
| 2.4–2.8 | 6     | false   |
| 2.8–3.2 | 170   | false   |
| 3.2–3.6 | 630   | false   |
| 3.6–4.0 | 1654  | true    |

#### departments

```json
[
  {
    "subject": "MICROBIO",
    "comparison": {
      "size": 17,
      "gpaPercentile": 81,
      "countPercentile": 19,
      "medianCount": 158,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 3,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 7,
          "current": true
        }
      ]
    }
  }
]
```

### terms

#### 1242

##### term

1242

##### gpa

3.9375

##### count

16

##### departments

| subject  | comparison |
| -------- | ---------- |
| MICROBIO |            |

#### 1252

##### term

1252

##### gpa

3.875

##### count

20

##### departments

| subject  | comparison |
| -------- | ---------- |
| MICROBIO |            |

#### 1262

##### term

1262

##### gpa

3.870967741935484

##### count

31

##### university

###### size

1320

###### gpa Percentile

74

###### count Percentile

3

###### median Count

70

###### histogram

| range   | count | current |
| ------- | ----- | ------- |
| 0.0–0.4 | 0     | false   |
| 0.4–0.8 | 0     | false   |
| 0.8–1.2 | 0     | false   |
| 1.2–1.6 | 0     | false   |
| 1.6–2.0 | 0     | false   |
| 2.0–2.4 | 1     | false   |
| 2.4–2.8 | 8     | false   |
| 2.8–3.2 | 133   | false   |
| 3.2–3.6 | 381   | false   |
| 3.6–4.0 | 797   | true    |

##### departments

```json
[
  {
    "subject": "MICROBIO",
    "comparison": {
      "size": 13,
      "gpaPercentile": 83,
      "countPercentile": 0,
      "medianCount": 57,
      "histogram": [
        {
          "range": "0.0–0.4",
          "count": 0,
          "current": false
        },
        {
          "range": "0.4–0.8",
          "count": 0,
          "current": false
        },
        {
          "range": "0.8–1.2",
          "count": 0,
          "current": false
        },
        {
          "range": "1.2–1.6",
          "count": 0,
          "current": false
        },
        {
          "range": "1.6–2.0",
          "count": 0,
          "current": false
        },
        {
          "range": "2.0–2.4",
          "count": 0,
          "current": false
        },
        {
          "range": "2.4–2.8",
          "count": 0,
          "current": false
        },
        {
          "range": "2.8–3.2",
          "count": 2,
          "current": false
        },
        {
          "range": "3.2–3.6",
          "count": 7,
          "current": false
        },
        {
          "range": "3.6–4.0",
          "count": 4,
          "current": true
        }
      ]
    }
  }
]
```

### benchmarks

#### all

##### school

###### size

2460

###### gpa

3.6795793071535745

###### top Share

83.15650336722103

###### count

94

##### MICROBIO

###### size

17

###### gpa

3.533357226360001

###### top Share

70.26522367753122

###### count

158

#### terms

##### 1242

###### school

###### size

1295

###### gpa

3.595302892737449

###### top Share

78.36291889885307

###### count

67

###### MICROBIO

###### size

12

###### gpa

3.3844851592825442

###### top Share

60.35002960217381

###### count

54

##### 1252

###### school

###### size

1333

###### gpa

3.619494049739118

###### top Share

79.71442190500672

###### count

69

###### MICROBIO

###### size

12

###### gpa

3.487467221017038

###### top Share

65.92107506231086

###### count

63

##### 1262

###### school

###### size

1320

###### gpa

3.628825763035853

###### top Share

80.21118846327654

###### count

70

###### MICROBIO

###### size

13

###### gpa

3.4650783207340434

###### top Share

67.77710359326059

###### count

57

## instructor Trends

```json
[
  {
    "uid": "instructor_b28047769138316289eba782",
    "name": "DANIEL AMADOR-NOGUEZ",
    "count": 67,
    "terms": [
      {
        "term": "1242",
        "count": 16,
        "sections": 1,
        "gpa": 3.9375
      },
      {
        "term": "1252",
        "count": 20,
        "sections": 1,
        "gpa": 3.875
      },
      {
        "term": "1262",
        "count": 31,
        "sections": 1,
        "gpa": 3.870967741935484
      }
    ]
  }
]
```

## following

None recorded.
